{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Aircraft"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = 'Aircraft'\n",
    "positions = ['B0 Inc5', 'B0 Inc10', 'B0 Inc20', 'B50 Inc5','B50 Inc10']\n",
    "PROOF = [[,,,,],[,,,,],[,,,,]]\n",
    "RAPF = [[,,,,],[,,,,],[,,,,]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CIFAR100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "initial_id",
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dataset = 'CIFAR100'\n",
    "positions = ['B0 Inc5', 'B0 Inc10', 'B0 Inc20', 'B50 Inc5','B50 Inc10']\n",
    "PROOF = [[,,,,],[,,,,],[,,,,]]\n",
    "RAPF = [[,,,,],[,,,,],[,,,,]]\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = 'Cars'\n",
    "positions = ['B0 Inc5', 'B0 Inc10', 'B0 Inc20', 'B50 Inc5','B50 Inc10']\n",
    "PROOF = [[,,,,],[,,,,],[,,,,]]\n",
    "RAPF = [[,,,,],[,,,,],[,,,,]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ImageNet-R"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 2 3 runs 在同一张卡\n",
    "dataset = 'ImageNet-R'\n",
    "positions = ['B0 Inc5', 'B0 Inc10', 'B0 Inc20', 'B100 Inc5','B100 Inc10']\n",
    "PROOF = [[,,,,],[,,,,],[,,,,]]\n",
    "RAPF = [[,,,,],[,,,,],[,,,,]]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CUB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = 'CUB'\n",
    "positions = ['B0 Inc5', 'B0 Inc10', 'B0 Inc20', 'B100 Inc5','B100 Inc10']\n",
    "PROOF = [[,,,,],[,,,,],[,,,,]]\n",
    "RAPF = [[,,,,],[,,,,],[,,,,]]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## UCF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = 'UCF'\n",
    "positions = ['B0 Inc5', 'B0 Inc10', 'B0 Inc20', 'B50 Inc5','B50 Inc10']\n",
    "PROOF = [[,,,,],[,,,,],[,,,,]]\n",
    "RAPF = [[,,,,],[,,,,],[,,,,]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## SUN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = ' SUN'\n",
    "positions = ['B0 Inc5', 'B0 Inc10', 'B0 Inc20', 'B50 Inc5','B50 Inc10']\n",
    "PROOF = [[,,,,],[,,,,],[,,,,]]\n",
    "RAPF = [[,,,,],[,,,,],[,,,,]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Food"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = 'Food'\n",
    "positions = ['B0 Inc5', 'B0 Inc10', 'B0 Inc20', 'B50 Inc5','B50 Inc10']\n",
    "PROOF = [[,,,,],[,,,,],[,,,,]]\n",
    "RAPF = [[,,,,],[,,,,],[,,,,]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ObjectNet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = 'ObjectNet'\n",
    "positions = ['B0 Inc5', 'B0 Inc10', 'B0 Inc20', 'B50 Inc5','B50 Inc10']\n",
    "PROOF = [[,,,,],[,,,,],[,,,,]]\n",
    "RAPF = [[,,,,],[,,,,],[,,,,]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 绘图-Markdown版"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "|MOS |92.59 ± 0.0|93.18 ± 0.0|\n",
      "|Ease |90.47 ± 0.0| 91.07 ± 0.0|\n",
      "|CODA-Prompt |87.82 ± 0.0|83.36 ± 0.0|\n",
      "|DualPrompt |89.96 ± 0.0|87.61 ± 0.0|\n",
      "|L2P |82.11 ± 0.0|78.04 ± 0.0|\n",
      "|SimpleCIL |90.94 ± 0.0|91.66 ± 0.0|\n",
      "|Finetune |78.69 ± 0.0|59.2 ± 0.0|\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 定义一个函数来计算均值和方差\n",
    "def calc_mean_std(data):\n",
    "    mean_values = np.around(np.mean(data, axis=0), decimals=2)\n",
    "    std_values = np.around(np.std(data, axis=0), decimals=2)\n",
    "    return mean_values.tolist(), std_values.tolist()\n",
    "# 计算每个模型的均值和方差\n",
    "mos_mean, mos_std = calc_mean_std(mos)\n",
    "ease_mean, ease_std = calc_mean_std(ease)\n",
    "coda_prompt_mean, coda_prompt_std = calc_mean_std(coda_prompt)\n",
    "dual_prompt_mean, dual_prompt_std = calc_mean_std(dual_prompt)\n",
    "l2p_mean, l2p_std = calc_mean_std(l2p)\n",
    "simple_cil_mean, simple_cil_std = calc_mean_std(simple_cil)\n",
    "finetune_mean, finetune_std = calc_mean_std(finetune)\n",
    "print(\"|MOS\", \"|\" + \"|\".join([f\"{mean} ± {std}\" for mean, std in zip(mos_mean, mos_std)]) + \"|\")\n",
    "print(\"|Ease\", \"|\" + \"| \".join([f\"{mean} ± {std}\" for mean, std in zip(ease_mean, ease_std)]) + \"|\")\n",
    "print(\"|CODA-Prompt\", \"|\" + \"|\".join([f\"{mean} ± {std}\" for mean, std in zip(coda_prompt_mean, coda_prompt_std)]) + \"|\")\n",
    "print(\"|DualPrompt\", \"|\" + \"|\".join([f\"{mean} ± {std}\" for mean, std in zip(dual_prompt_mean, dual_prompt_std)]) + \"|\")\n",
    "print(\"|L2P\", \"|\" + \"|\".join([f\"{mean} ± {std}\" for mean, std in zip(l2p_mean, l2p_std)]) + \"|\")\n",
    "print(\"|SimpleCIL\", \"|\" + \"|\".join([f\"{mean} ± {std}\" for mean, std in zip(simple_cil_mean, simple_cil_std)]) + \"|\")\n",
    "print(\"|Finetune\", \"|\" + \"|\".join([f\"{mean} ± {std}\" for mean, std in zip(finetune_mean, finetune_std)]) + \"|\")    \n",
    "  \n",
    "marker = ['o', 's', 'D', '^',  '>',  'p', 'h','<','v','*','+', 'x', 'D', 'd', '|', '_']\n",
    "colors = ['#43978F', \"#9467bd\",'#ED9F9B','#84C2AE', '#E56F5E', '#F6C957','#589CD6', '#FFB77F',\"#17becf\",'#BD514A','#AED185', '#EF7E33', '#B395BD', '#F9F871']\n",
    "\n",
    "datasets = [  \n",
    "    ('MOS', mos_mean),\n",
    "    ('EASE', ease_mean),\n",
    "    ('CODA-Prompt', coda_prompt_mean),\n",
    "    ('Dual-Prompt', dual_prompt_mean),\n",
    "    ('L2P', l2p_mean),\n",
    "    ('Simple-CIL', simple_cil_mean),\n",
    "    ('Fine-tune', finetune_mean)\n",
    "]\n",
    "\n",
    "if dataset == 'ImageNet-R' or dataset == 'ina' or dataset == 'vtab':\n",
    "    pass\n",
    "else:\n",
    "    if dataset == 'omn':\n",
    "        positions = ['B0 Inc5', 'B0 Inc10', 'B0 Inc20','B0 Inc30','B150 Inc5','B150 Inc10']\n",
    "    else:\n",
    "        positions = ['B0 Inc5', 'B0 Inc10', 'B0 Inc20', 'B100 Inc5','B100 Inc10']\n",
    "    foster_cnn_mean, foster_cnn_std = calc_mean_std(foster_cnn)\n",
    "    foster_nme_mean, foster_nme_std = calc_mean_std(foster_nme)\n",
    "    der_cnn_mean, der_cnn_std = calc_mean_std(der_cnn)\n",
    "    der_nme_mean, der_nme_std = calc_mean_std(der_nme)\n",
    "    icarl_cnn_mean, icarl_cnn_std = calc_mean_std(icarl_cnn)\n",
    "    icarl_nme_mean, icarl_nme_std = calc_mean_std(icarl_nme)\n",
    "    datasets.append(('Foster-CNN', foster_cnn_mean))\n",
    "    datasets.append(('Foster-NME', foster_nme_mean))\n",
    "    datasets.append(('DER-CNN', der_cnn_mean))\n",
    "    datasets.append(('DER-NME', der_nme_mean))\n",
    "    datasets.append(('iCaRL-CNN', icarl_cnn_mean))\n",
    "    datasets.append(('iCaRL-NME', icarl_nme_mean))\n",
    "    print(\"|FOSTER-CNN\", \"|\" + \"|\".join([f\"{mean} ± {std}\" for mean, std in zip(foster_cnn_mean, foster_cnn_std)]) + \"|\")\n",
    "    print(\"|FOSTER-NME\", \"|\" + \"|\".join([f\"{mean} ± {std}\" for mean, std in zip(foster_nme_mean, foster_nme_std)]) + \"|\")\n",
    "    print(\"|DER-CNN\", \"|\" + \"|\".join([f\"{mean} ± {std}\" for mean, std in zip(der_cnn_mean, der_cnn_std)]) + \"|\")\n",
    "    print(\"|DER-NME\", \"|\" + \"|\".join([f\"{mean} ± {std}\" for mean, std in zip(der_nme_mean, der_nme_std)]) + \"|\")\n",
    "    print(\"|iCaRL-CNN\", \"|\" + \"|\".join([f\"{mean} ± {std}\" for mean, std in zip(icarl_cnn_mean, icarl_cnn_std)]) + \"|\")\n",
    "    print(\"|iCaRL-NME\", \"|\" + \"|\".join([f\"{mean} ± {std}\" for mean, std in zip(icarl_nme_mean, icarl_nme_std)]) + \"|\")\n",
    "    \n",
    "plt.figure(dpi=300, figsize=(4, 3))  # 设置图表分辨率和尺寸\n",
    "i = 0\n",
    "for name, data in datasets:  \n",
    "    plt.plot(positions,data,label=name,marker=marker[i],color = colors[i], markersize=2,linewidth=1)  \n",
    "    i+=1\n",
    "  \n",
    "# 设置图表标题和坐标轴标签  \n",
    "# plt.xlabel('Inc', fontsize=6)  \n",
    "plt.ylabel('Accuracy(%)', fontsize=6)  \n",
    "\n",
    "plt.xticks(fontsize=6)\n",
    "plt.yticks(fontsize=6)\n",
    "  \n",
    "# 设置图例  \n",
    "plt.legend(fontsize=5,loc='lower left',ncol=2)  # 设置图例位置 \n",
    "  \n",
    "# 显示网格  \n",
    "# plt.grid(True)  \n",
    "  \n",
    "# 调整x轴刻度，使数据点更易读  \n",
    "# plt.xticks(param_counts_backbone, positions, rotation=45)  \n",
    "  \n",
    "# 显示图表  \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 绘图-计算版"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ease: [90.14 ± 0.05, 90.21 ± 0.01, 91.32 ± 0.01, 85.26 ± 0.02, 87.44 ± 0.07]\n",
      "coda_prompt: [85.78 ± 0.09, 84.93 ± 0.05, 83.03 ± 0.08, 79.59 ± 0.03, 76.44 ± 0.14]\n",
      "dual_prompt: [85.5 ± 0.03, 84.84 ± 0.04, 82.9 ± 0.08, 77.01 ± 0.07, 73.8 ± 0.1]\n",
      "l2p: [83.74 ± 0.04, 81.8 ± 0.05, 79.33 ± 0.01, 79.15 ± 0.18, 74.65 ± 0.02]\n",
      "simple_cil: [89.92 ± 0.0, 90.57 ± 0.01, 90.96 ± 0.0, 87.51 ± 0.04, 87.43 ± 0.04]\n",
      "finetune: [77.36 ± 0.49, 70.94 ± 0.74, 60.21 ± 2.64, 72.88 ± 0.42, 62.32 ± 2.26]\n",
      "Foster-CNN: [78.81 ± 0.53, 81.18 ± 0.36, 85.17 ± 0.64, 82.65 ± 0.25, 85.56 ± 0.01]\n",
      "Foster-NME: [90.65 ± 0.05, 91.02 ± 0.16, 91.4 ± 0.34, 88.92 ± 0.18, 88.72 ± 0.02]\n",
      "DER-CNN: [89.08 ± 0.48, 88.71 ± 0.86, 90.13 ± 0.05, 87.14 ± 0.2, 86.72 ± 0.06]\n",
      "DER-NME: [89.89 ± 0.19, 89.43 ± 0.71, 90.99 ± 0.05, 88.62 ± 0.11, 88.34 ± 0.21]\n",
      "iCaRL-CNN: [87.77 ± 0.25, 88.2 ± 0.13, 88.2 ± 0.36, 85.93 ± 0.32, 85.4 ± 0.42]\n",
      "iCaRL-NME: [89.06 ± 0.04| 89.94 ± 0.13| 90.2 ± 0.21| 87.91 ± 0.14| 87.25 ± 0.28]\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 定义一个函数来计算均值和方差\n",
    "def calc_mean_std(data):\n",
    "    mean_values = np.around(np.mean(data, axis=0), decimals=2)\n",
    "    std_values = np.around(np.std(data, axis=0), decimals=2)\n",
    "    return mean_values.tolist(), std_values.tolist()\n",
    "# 计算每个模型的均值和方差\n",
    "ease_mean, ease_std = calc_mean_std(ease)\n",
    "coda_prompt_mean, coda_prompt_std = calc_mean_std(coda_prompt)\n",
    "dual_prompt_mean, dual_prompt_std = calc_mean_std(dual_prompt)\n",
    "l2p_mean, l2p_std = calc_mean_std(l2p)\n",
    "simple_cil_mean, simple_cil_std = calc_mean_std(simple_cil)\n",
    "finetune_mean, finetune_std = calc_mean_std(finetune)\n",
    "print(\"ease:\", \"[\" + \", \".join([f\"{mean} ± {std}\" for mean, std in zip(ease_mean, ease_std)]) + \"]\")\n",
    "print(\"coda_prompt:\", \"[\" + \", \".join([f\"{mean} ± {std}\" for mean, std in zip(coda_prompt_mean, coda_prompt_std)]) + \"]\")\n",
    "print(\"dual_prompt:\", \"[\" + \", \".join([f\"{mean} ± {std}\" for mean, std in zip(dual_prompt_mean, dual_prompt_std)]) + \"]\")\n",
    "print(\"l2p:\", \"[\" + \", \".join([f\"{mean} ± {std}\" for mean, std in zip(l2p_mean, l2p_std)]) + \"]\")\n",
    "print(\"simple_cil:\", \"[\" + \", \".join([f\"{mean} ± {std}\" for mean, std in zip(simple_cil_mean, simple_cil_std)]) + \"]\")\n",
    "print(\"finetune:\", \"[\" + \", \".join([f\"{mean} ± {std}\" for mean, std in zip(finetune_mean, finetune_std)]) + \"]\")    \n",
    "# print(\"coda_prompt:\", coda_prompt_mean, coda_prompt_std)\n",
    "# print(\"dual_prompt:\", dual_prompt_mean, dual_prompt_std)\n",
    "# print(\"l2p:\", l2p_mean, l2p_std)\n",
    "# print(\"simple_cil:\", simple_cil_mean, simple_cil_std)\n",
    "# print(\"finetune:\", finetune_mean, finetune_std)\n",
    "  \n",
    "marker = ['o', 's', 'D', '^',  '>',  'p', 'h','<','v','*','+', 'x', 'D', 'd', '|', '_']\n",
    "colors = ['#43978F', '#9EC4BE', '#B192B4', '#E56F5E', '#F6C957','#589CD6', '#E57259','#FFB77F','#BD514A','#AAD390', '#EF7E33', '#F7C242', '#F9F871']\n",
    "\n",
    "datasets = [  \n",
    "    ('EASE', ease_mean),\n",
    "    ('CODA-Prompt', coda_prompt_mean),\n",
    "    ('Dual-Prompt', dual_prompt_mean),\n",
    "    ('L2P', l2p_mean),\n",
    "    ('Simple-CIL', simple_cil_mean),\n",
    "    ('Fine-tune', finetune_mean)\n",
    "]\n",
    "positions = ['B0 Inc5', 'B0 Inc10', 'B0 Inc20', 'B50 Inc5','B50 Inc10']\n",
    "if dataset == 'ImageNet-R' or dataset == 'ina' or dataset == 'vtab':\n",
    "    if dataset == 'vtab':\n",
    "        positions = ['B0 Inc5', 'B0 Inc10']\n",
    "else:\n",
    "    foster_cnn_mean, foster_cnn_std = calc_mean_std(foster_cnn)\n",
    "    foster_nme_mean, foster_nme_std = calc_mean_std(foster_nme)\n",
    "    der_cnn_mean, der_cnn_std = calc_mean_std(der_cnn)\n",
    "    der_nme_mean, der_nme_std = calc_mean_std(der_nme)\n",
    "    icarl_cnn_mean, icarl_cnn_std = calc_mean_std(icarl_cnn)\n",
    "    icarl_nme_mean, icarl_nme_std = calc_mean_std(icarl_nme)\n",
    "    datasets.append(('Foster-CNN', foster_cnn_mean))\n",
    "    datasets.append(('Foster-NME', foster_nme_mean))\n",
    "    datasets.append(('DER-CNN', der_cnn_mean))\n",
    "    datasets.append(('DER-NME', der_nme_mean))\n",
    "    datasets.append(('iCaRL-CNN', icarl_cnn_mean))\n",
    "    datasets.append(('iCaRL-NME', icarl_nme_mean))\n",
    "    print(\"Foster-CNN:\", \"[\" + \", \".join([f\"{mean} ± {std}\" for mean, std in zip(foster_cnn_mean, foster_cnn_std)]) + \"]\")\n",
    "    print(\"Foster-NME:\", \"[\" + \", \".join([f\"{mean} ± {std}\" for mean, std in zip(foster_nme_mean, foster_nme_std)]) + \"]\")\n",
    "    print(\"DER-CNN:\", \"[\" + \", \".join([f\"{mean} ± {std}\" for mean, std in zip(der_cnn_mean, der_cnn_std)]) + \"]\")\n",
    "    print(\"DER-NME:\", \"[\" + \", \".join([f\"{mean} ± {std}\" for mean, std in zip(der_nme_mean, der_nme_std)]) + \"]\")\n",
    "    print(\"iCaRL-CNN:\", \"[\" + \", \".join([f\"{mean} ± {std}\" for mean, std in zip(icarl_cnn_mean, icarl_cnn_std)]) + \"]\")\n",
    "    print(\"iCaRL-NME:\", \"[\" + \", \".join([f\"{mean} ± {std}\" for mean, std in zip(icarl_nme_mean, icarl_nme_std)]) + \"]\")\n",
    "    # print(\"Foster-CNN:\", foster_cnn_mean, foster_cnn_std)\n",
    "    # print(\"Foster-NME:\", foster_nme_mean, foster_nme_std)\n",
    "    # print(\"DER-CNN:\", der_cnn_mean, der_cnn_std)\n",
    "    # print(\"DER-NME:\", der_nme_mean, der_nme_std)\n",
    "    # print(\"iCaRL-CNN:\", icarl_cnn_mean, icarl_cnn_std)\n",
    "    # print(\"iCaRL-NME:\", icarl_nme_mean, icarl_nme_std)\n",
    "    \n",
    "plt.figure(dpi=300, figsize=(4, 3))  # 设置图表分辨率和尺寸\n",
    "i = 0\n",
    "for name, data in datasets:  \n",
    "    plt.plot(positions,data,label=name,marker=marker[i],color = colors[i], markersize=2,linewidth=1)  \n",
    "    i+=1\n",
    "  \n",
    "# 设置图表标题和坐标轴标签  \n",
    "# plt.xlabel('Inc', fontsize=6)  \n",
    "plt.ylabel('Accuracy(%)', fontsize=6)  \n",
    "\n",
    "plt.xticks(fontsize=6)\n",
    "plt.yticks(fontsize=6)\n",
    "  \n",
    "# 设置图例  \n",
    "plt.legend(fontsize=5,loc='lower left',ncol=2)  # 设置图例位置 \n",
    "  \n",
    "# 显示网格  \n",
    "# plt.grid(True)  \n",
    "  \n",
    "# 调整x轴刻度，使数据点更易读  \n",
    "# plt.xticks(param_counts_backbone, positions, rotation=45)  \n",
    "  \n",
    "# 显示图表  \n",
    "plt.show()"
   ]
  }
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